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Algorithms for Inferring Context-Sensitive L-Systems

机译:用于推断上下文敏感L系统的算法

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摘要

Lindenmayer systems (L-systems) are parallel string rewriting systems (grammars). By attaching a graphical interpretation to the symbols in the derived strings, they can be applied to create simulations of temporal processes, and have been especially successful in the modeling of plants. With the objective of automatically inferring L-system models in mind, here we study the inductive inference problem: the inference of models from observed strings. Exact algorithms are given for inferring L-systems that can generate input strings for both deterministic context-free and deterministic context-sensitive L-systems. The algorithms run in polynomial time assuming a fixed number of alpha-bet symbols and fixed context size. Furthermore, if a specific matrix calculated from the input words is invertible, then a context-sensitive L-system can be automatically created (if it exists) in polynomial time without assuming any fixed parameters.
机译:LindenMayer Systems(L-Systems)是并行字符串重写系统(语法)。通过将图形解释附加到派生字符串中的符号,可以应用它们以创建时间过程的模拟,并且在植物的建模中尤其成功。随着自动推断L系统模型的目的,在这里我们研究了归纳推理问题:从观察到的字符串的模型推动。给出了用于推断出的L-Systems的精确算法,该系统可以生成用于确定性的无内容和确定性的上下文敏感L系统的输入字符串。假设固定数量的alpha-bet符号和固定上下文大小,在多项式时间中运行算法。此外,如果从输入单词计算的特定矩阵是可逆的,则可以在多项式时间中自动创建上下文敏感的L-System而不假设任何固定参数。

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